• 제목/요약/키워드: Second Order Regression Model

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장미농가의 생산효율성 분석: DEA와 SFA 기법 비교를 중심으로 (Productive Efficiency of the Rose Farming Business: A Comparison of DEA and SFA)

  • 김기태;김원경;정지영
    • 한국산학기술학회논문지
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    • 제16권12호
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    • pp.8719-8727
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    • 2015
  • 본 연구는 장미농가의 생산효율성을 측정하고, 경영의 비효율성에 영향을 미치는 요인을 파악하기 위한 연구이다. SFA(Stochastic Frontier Analysis) 기법과 DEA(Data Envelopment Analysis) 기법을 사용하여 생산효율성을 측정하였으며, 효율성에 영향을 미치는 요인을 분석하기 위하여 Tobit 회귀 분석을 실시하였다. 먼저, SFA 방법을 통한 생산효율성은 88.4%으로 측정되었으며, DEA 방법에서 불변규모수익(CRS) 모형과 변동수익규모(VRS) 모형을 통해서는 생산효율성이 각각 78.5%와 85.2%로 측정되었다. 특히 두 가지 방법의 생산효율성 측정결과는 각 경영체의 효율성 순위를 동일하게 설명하고 있어 상호보완적이다. 다음으로 Tobit 분석 결과, 투입한 6개의 변수가 모두 효율성에 영향을 미치는 것으로 나타났으며, 종묘비와 제재료비는 (+) 부호를 나타냄과 동시에 회귀계수가 가장 크게 나타나 효율성에 미치는 영향력이 가장 큰 경영 항목으로 분석되었다. 이러한 결과는 장미농가는 종묘비와 제재료비의 투입을 증대시켜 더욱 높은 소득을 창출하는 방식으로 경영 효율성을 증대시켜야 함을 시사한다.

Estimation of Genetic Parameters for Milk Production Traits Using a Random Regression Test-day Model in Holstein Cows in Korea

  • Kim, Byeong-Woo;Lee, Deukhwan;Jeon, Jin-Tae;Lee, Jung-Gyu
    • Asian-Australasian Journal of Animal Sciences
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    • 제22권7호
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    • pp.923-930
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    • 2009
  • This study was conducted to compare three models: two random regression models with and without considering heterogeneity in the residual variances and a lactation model (LM) for evaluating the genetic ability of Holstein cows in Korea. Two datasets were prepared for this study. To apply the test-day random regression model, 94,390 test-day records were prepared from 15,263 cows. The second data set consisted of 14,704 lactation records covering milk production over 305 days. Raw milk yield and composition data were collected from 1998 to 2002 by the National Agricultural Cooperative Federation' dairy cattle improvement center by way of its milk testing program, which is nationally based. The pedigree information for this analysis was collected by the Korean Animal Improvement Association. The random regression models (RRMs) are single-trait animal models that consider each lactation record as an independent trait. Estimates of covariance were assumed to be different ones. In order to consider heterogeneity of residual variance in the analysis, test-days were classified into 29 classes. By considering heterogeneity of residual variance, variation for lactation performance in the early lactation classes was higher than during the middle classes and variance was lower in the late lactation classes than in the other two classes. This may be due to feeding management system and physiological properties of Holstein cows in Korea. Over classes e6 to e26 (covering 61 to 270 DIM), there was little change in residual variance, suggesting that a model with homogeneity of variance be used restricting the data to these days only. Estimates of heritability for milk yield ranged from 0.154 to 0.455, for which the estimates were variable depending on different lactation periods. Most of the heritabilities for milk yield using the RRM were higher than in the lactation model, and the estimate of genetic variance of milk yield was lower in the late lactation period than in the early or middle periods.

Kinetic studies using a linear regression analysis for a sorption phenomenon of 17a-methyltestosterone by Salvinia cucullata in an active plant reactor

  • Adnan, Fahrizal;Thanasupsin, Sudtida Pliankarom
    • Environmental Engineering Research
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    • 제21권4호
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    • pp.384-392
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    • 2016
  • The aim of this study was to investigate the removal efficiency of $17{\alpha}$-methyltestosterone (MT) from aqueous solution by Salvinia cucullata Roxb. ex Bory in an active plant-based reactor with a specific focus on linear regression analysis for the sorption phenomena of MT onto the plant roots. A high performance liquid chromatographic method using UV detection (245 nm) was used to analyse the samples. The batch experiments of the active plant reactor (APR) were established to investigate the ability of Salvinia cucullata to remove MT from the liquid phase. The results revealed that 40% and 60% removal of MT from the liquid phase was observed at 5 min. and at 4 h, respectively. Salvinia cucullata can effectively remove MT from the aqueous solution in APRs. Kinetic studies revealed that the sorption phenomena of MT by Salvinia is best described using a linearized pseudo - second order model. Based on the kinetic parameters, it is likely that during the first 4 h of the contact (t = 0 to t = 4 h) sorption is the major driving mechanism of the disappearance of MT from aqueous solutions. However, at higher MT concentrations, diffusivity of MT has a significant effect on the migration of MT from the bulk stream to the root surface. The isotherm analysis revealed that the sorption kinetics favourably followed pseudo second-order. The results of isotherm analysis have indicated that the sorption of MT onto the root surfaces of Salvinia cucullata was favourable and almost irreversible.

폐감귤박으로 만든 활성탄을 이용한 염료 Eosin Y 흡착에서 반응표면 모델링 (Response Surface Modeling for the Adsorption of Dye Eosin Y by Activated Carbon Prepared from Waste Citrus Peel)

  • 감상규;이민규
    • 공업화학
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    • 제29권3호
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    • pp.270-277
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    • 2018
  • 반응 표면법(RSM)과 Box-Behnken 설계(BBD) 통계 방법을 사용하여 폐감귤박으로 만든 활성탄(WCAC)에 의한 염료 Eosin Y의 흡착을 검토하였다. 실험은 Eosin Y의 농도(Conc. : 30~50 mg/L), 용액 온도(Temp. : 293~313 K) 및 흡착제 투여량(Dose : 0.05~0.150 g/L)의 3가지 입력 변수를 가진 BBD에 따라 수행하였다. 염료 Eosin Y 제거에 대해 얻어진 2차 다항식 모델의 회귀분석 결정계수($R^2$) 값이 0.9851이고 적합성 결여(Lack of fit)의 p 값은 0.342로 실험 데이터는 2차 다항식 모델에 잘 부합하였다. 염료 농도 50 mg/L, 온도 333 K 및 흡착제 투여량 0.1056 g에서 최적 염료 흡착량 59.3 mg/g이 얻어졌다. WCAC에 의한 Eosin Y의 흡착공정은 유사 2차 속도식에 의해 잘 기술되었으며, 등온 실험결과는 Langmuir 모델식을 따랐다.

제올라이트 NaX에 의한 방사성 물질인 Cs 이온의 흡착 특성 (Adsorption Characteristics of Radioactive Cs Ion by Zeolite X)

  • 이창한;이민규
    • 대한환경공학회지
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    • 제39권2호
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    • pp.66-73
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    • 2017
  • 본 연구에서는 제올라이트 X를 이용한 Cs 이온 흡착시 흡착시간 및 초기농도, 온도 및 pH 변화와 같은 영향인자를 평가하였다. 이 결과로부터 Cs 이온의 흡착속도, 등온흡착량 및 열역학적 특성을 해석하였다. 제올라이트 X에 의한 Cs 이온의 흡착은 pH 5~10에서 효과적이었으며, 평형흡착시간은 약 60분이었다. 흡착속도와 등온흡착량은 유사 2차 속도 모델식과 Langmuir 식에 잘 적용되었다. Langmuir 식으로 구한 Cs 이온의 최대 흡착량은 293~333 K에서 각각 303.03~333.33 mg/g이었다. 제올라이트 X에 의한 Cs 이온의 흡착은 흡열반응이고 자발적인 반응이었다. 실험값을 다중회귀분석으로 최적화하여 2차 다항식을 얻었다. 이 최적화된 식으로부터 구한 종속변수의 값과 실험에서 구한 값은 잘 일치하였다.

Models Describing Growth Characteristics of Holstein Dairy Cows Raised in Korea

  • Vijayakumar, Mayakrishnan;Choy, Yun-Ho;Kim, Tae-Il;Lim, Dong-Hyun;Park, Seong-Min;Alam, Mahboob;Choi, Hee-Chul;Ki, Kwang-Seok;Lee, Hyun-Jeong
    • 한국초지조사료학회지
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    • 제40권3호
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    • pp.167-176
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    • 2020
  • The objective of the present study was to determine the best model to describe and quantify the changes in live body weight, height at withers, height at rump, body length and chest girth of Holstein cows raised under Korean feeding conditions for 50 months. The five standard growth models namely polynomial linear regression models, regression of growth variables on the first and second-order of ages in days (model 1) and regression of growth variables on age covariates from first to the third-order (model 2) as well as non-linear models were fitted and evaluated for representing growth pattern of Holstein cows raised in Korean feeding circumstances. Nonlinear models fitted were three exponential growth curve models; Brody, Gompertz, and von Bertalanffy functional models. For this purpose, a total of 22 Holstein cows raised in Korea used in the period from April 2016 to May 2020. Each model fitted to monthly growth curve records of dairy cows by using PROC NLIN procedure in SAS program. On the basis of the results, nonlinear models showed the lower root mean square of error (RMSE) for live body weight, height at withers, height at rump, body length and chest girth (12.22, 1.95, 1.55, 4.04, 2.06) with higher correlation coefficiency (R2) values for live body weight, height at withers, height at rump, body length and chest girth (0.99, 0.99, 0.99, 1.00, 1.00). Overall, the evaluation of the different growth models indicated that the Gompertz model used in the study seemed to be the most appropriate one for standard growth of Holstein cows raised under Korean feeding system.

A Comparison of Models for Predicting Discretionary Accruals: A Cross-Country Analysis

  • ACAR, Goksel;COSKUN, Ali
    • The Journal of Asian Finance, Economics and Business
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    • 제7권9호
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    • pp.315-328
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    • 2020
  • In this study, we examined various aspects of discretionary accruals. We compared the power of Jones Model (JM), Modified Jones Model (MJM) and Performance Matched Model (PMM). Furthermore, we tested whether accruals derived from cash flow approach or balance sheet approach provide better results and we investigated the significance of country and industry control variables in models. In order to perform these tests, we constructed thirty equations. The data consists of 319 non-financial companies over five years in the GCC region. We used panel data regression models, and testing suggests us to use random effect model as the most suitable one. The results show that PMM has the highest explanatory power among models and it is followed by JM and MJM, consecutively. Secondly, results reveal that accruals derived from cash flow approach provide more accurate results. Moreover, country dummies are significant in models with cash flow approach and they lose significance in balance sheet approach. We differentiated industries due to two different classifications: the first group with higher number of industries is more precise compared to the second group with a narrower scope and lower number of industries. The model including both industrial and country-wise dummies scores highest in significance.

Optimization of POME treatment process using microalgae and ultrafiltration

  • Ibrahim, R.I.;Mohammad, A.W.;Wong, Z.H.
    • Membrane and Water Treatment
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    • 제6권4호
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    • pp.293-308
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    • 2015
  • Palm oil mill effluent (POME) was produced in huge amounts in Malaysia, and if it discharged into the environment, it causes a serious problem regarding its high content of nutrients and high levels of COD and BOD concentrations. This study was devoted on POME treatment and purification using an integrated process consisting of microalgae treatment followed by membrane filtration. The main objective was to find the optimum conditions as retention time and pH in the biological treatment of POME. Since after the optimum conditions there is a diverse effect of time and the process become costly. According to our knowledge, there is no existing study optimized the retention time and percentage removal of nutrients for microalgae treatment of POME wastewater. In order to achieve with optimization, a second order polynomial model regression coefficients and goodness of fit results in removal percentages of ammonia nitrogen ($NH_3-N$), orthophosphorous ($PO_4{^{-3}}$), COD, TSS, and turbidity were estimated. WinQSB technique was used to optimize the objective function of the developed model, and the optimum conditions were found. Also, ultrafiltration membrane is useful for purification of POME samples as verified by experiments.

청각장애인 보청기사용 영향요인에 관한 연구 (Study on Factors to Influence the Hearing-impaired in Relation to Their Using Hearing Aids)

  • 이성대;박정배;염동문
    • 재활복지공학회논문지
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    • 제8권2호
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    • pp.119-124
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    • 2014
  • 본 연구는 청각장애인의 보청기사용에 영향을 미치는 요인을 탐색하기 위해 4차년도 장애인 고용패널 521명을 대상으로 분석하였다. 분석은 Andersen-Newman의 서비스 이용모델을 기반으로 선행요인, 가능성 요인, 욕구요인으로 구분하여 각각의 요인들이 청각장애인의 보청기 사용에 미치는 영향력을 살펴보기 위해 로지스틱 회귀분석(logistic regression)을 실시하였다. 분석결과 선행요인에서는 연령과 교육수준이 높을수록, 가능성 요인에서는 총소득이 낮고 장애수용정도가 높을수록, 욕구요인에서는 장애등급이 낮을수록 보청기 사용수준이 유의미하게 높아지는 것으로 나타났다. 이러한 결과를 토대로 연구의 제한점과 함의를 제안하였다.

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교통 저해요소별 회전교차로 사고모형 (Roundabout Accident Model by Traffic Impeding Factor)

  • 조아해;박병호
    • 한국안전학회지
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    • 제32권1호
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    • pp.128-133
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    • 2017
  • This study deals with the roundabout traffic accidents by traffic impeding factor. The purpose of this study is to comparatively analyze the characteristics of accidents and to develop the accident models. In pursuing the above, this study used a statistical program SPSS 20.0 to analyze 2,342 accidents occurred within 79 roundabouts in Korea. The main results are as follows. First, 4 accident models which were all statistically significant were developed. Second, the traffic volume and width of right-turn-only lane were analyzed to be common variable in the bus stop related models. The variables such as right-turn-only lane, street light, turning radius of entry lane were selected as specific variables. Especially street light and turning radius of entry lane were evaluated to have negative effects to the accidents. It is, therefore, essential to install the street light and place a sufficient turning radius in order to reduce the roundabout accidents. Finally, the traffic volume and number of entry lane were analyzed to be common variable in the on-street parking related models. Also, the width of right-turn-only lane and bus stop were evaluate to be specific variables in the model with on-street parking. This can be expected to give some implications to making the accident reduction guidelines.